A lightweight deep neural network with attention fusion for fine-grained image segmentation in complex scenes

Abstract Image segmentation remains a pivotal challenge in computer vision, particularly in complex scenarios requiring fine-grained feature discrimination. Current approaches often suffer from inefficient feature utilization and local detail loss during semantic segmentation. To address these limit...

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Principais autores:	Pingshan Liu, Jiangli Liu, Jinfeng Li, Guangyan Huang
Format:	Artigo
Jezik:	Inglês
Izdano:	Springer 2025-12-01
Serija:	Discover Computing
Teme:	Semantic segmentation Attention mechanism Lightweight convolution Multi-Scale feature fusion Fine-Grained classification
Online dostop:	https://doi.org/10.1007/s10791-025-09850-5
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